Commit Graph
290 Commits
Author SHA1 Message Date
Andreas KaratzasandOpenAI Codex 9179bcd416 [Bugfix][MoE] Reject hash routing for unsupported monolithic backends (#57867)
Signed-off-by: Andreas Karatzas <Andreas.Karatzas@amd.com>
Co-authored-by: OpenAI Codex <noreply@openai.com>
2026-09-21 16:28:35 -04:00
Elvir CrnčevićOpenAI Codexmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>Tyler Michael Smith
ac2f0ea82c [MoE][Bugfix] Skip SP padded rows in grouped MoE routing (#56079)
Signed-off-by: Elvir Crncevic <elvircrn@gmail.com>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
Co-authored-by: Tyler Michael Smith <tlrmchlsmth@gmail.com>
2026-09-17 19:36:19 +00:00
Harry MellorandClaude Opus 5 8c1557a79c Add pydocstyle to the ruff rules (#52136)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
Signed-off-by: Harry Mellor <hej.mellor@gmail.com>
Co-authored-by: Claude Opus 5 (1M context) <noreply@anthropic.com>
2026-09-16 16:44:29 +00:00
Itay Alroy 658c8131c7 [Elastic EP] Reuse CUDA graphs across reconfiguration (#54985) 2026-09-12 10:26:39 -04:00
Isotr0py 1356635d83 [New model][Multimodal] Add DeepSeek-V4-Flash-Vision-Exp support (#54566)
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
2026-09-02 11:09:09 -07:00
fxmarty-amd 88b2bff2c6 [MOE] Standardize and abstract fused shared expert optimization selection (#51695)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-08-18 12:56:56 -04:00
Andreas Karatzasandmergify[bot] <37929162+mergify[bot]@users.noreply.github.com> 36f4630d89 [Bugfix][MoE] Fix fused block-scale orientation (#50727)
Signed-off-by: Andreas Karatzas <akaratza@amd.com>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-08-11 16:05:38 -04:00
bnellnmandHarry Mellor 6e311c6e20 [MoE Refactor] Rename FusedMoE to FusedMoEFactory (#44941)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: bnellnm <49004751+bnellnm@users.noreply.github.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-07-31 11:28:18 +01:00
+12 7c6729b769 [Model] Add Kimi K3 support: model files and kernels [1/N] (#50089)
Signed-off-by: zjy0516 <riverclouds.zhu@qq.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Ziming Huang <zelda.huanghuang@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Isotr0py <mozf@inferact.ai>
Co-authored-by: aoshen02 <aoshen02@users.noreply.github.com>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Summer Yang <girasoleyang@gmail.com>
Co-authored-by: Kevin H. Luu <khluu000@gmail.com>
Co-authored-by: Bowen Wang <abmfy@icloud.com>
Co-authored-by: gnovack <novackgm@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Yifan Qiao <yifanqiao@inferact.ai>
Co-authored-by: xiaozhoupy <peiyuanzhou1994@gmail.com>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Jeff (Junze) Ma <93145857+majunze2001@users.noreply.github.com>
Co-authored-by: Codex <codex@openai.com>
2026-07-29 14:10:58 +08:00
Martin HickeyandHarry Mellor 6cf7b26bd4 [docs] Fix the docs build (#48008)
Signed-off-by: Martin Hickey <martin.hickey@ie.ibm.com>
Co-authored-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-07-08 15:47:22 -07:00
Wei ZhaoandYongye Zhu 2afa3f7e95 [Perf] Minimax M3 - Support cross-layer allreduce-norm fusion (#47631)
Signed-off-by: wzhao18 <wzhao18.sz@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
2026-07-07 21:16:32 -07:00
Harry Mellor 1ab9522935 Remove more unnecessary load_weights methods (#47058)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-06-30 15:22:16 +01:00
Hongxia YangandClaude Opus 4.8 c2507fb293 [ROCm] [MoE] [Perf] Shared-expert fusion for bias-routed MoE; enable on MiniMax-M3 mxfp8 model (#46545)
Signed-off-by: Hongxia Yang <hongxia.yang@amd.com>
Co-authored-by: Claude Opus 4.8 <noreply@anthropic.com>
2026-06-26 07:05:20 -07:00
qli88andTJian 8e394244a5 [ROCm]Enable AITER MoE backend for MiniMax-M3-MXFP4 (#46419)
Signed-off-by: Qiang Li <qiang.li2@amd.com>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-06-26 06:35:35 -07:00
0a1c5034f5 [Model] Add MiniMax M3 support (#45381)
Signed-off-by: youkaichao <youkaichao@gmail.com>
Signed-off-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Signed-off-by: Bugen Zhao <i@bugenzhao.com>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: OpenAI Codex <codex@openai.com>
Co-authored-by: Isotr0py <mozf@mail2.sysu.edu.cn>
Co-authored-by: Thien Tran <gau.nernst@yahoo.com.sg>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: functionstackx <47992694+functionstackx@users.noreply.github.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-06-16 01:01:25 +08:00
bnellnm 29026682cb [Bugfix] Fix nemotron accuracy drop introduced by #41184 (#45037)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-06-10 13:16:25 -04:00
bnellnm dc68bd8c41 [MoE Refactor] FusedMoE/MoERunner inversion refactor (#41184)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-06-08 10:42:58 -04:00
JartXandTJian 062b05ff3a [ROCm][Perf] Fused MoE W4A16 HIP kernel for AMD RDNA3 (gfx1100) (#44075)
Signed-off-by: JartX <sagformas@epdcenter.es>
Co-authored-by: TJian <tunjian.tan@embeddedllm.com>
2026-06-06 15:30:39 -05:00
aoshen02andClaude Opus 4.8 f87df1df9e [Bugfix][MoE] Snapshot max_cudagraph_capture_size into FusedMoEConfig (#44613)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
Co-authored-by: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-06-05 23:14:41 -07:00
Harry Mellor a80af24356 Speed up docs build (#44635)
Signed-off-by: Harry Mellor <19981378+hmellor@users.noreply.github.com>
2026-06-05 14:51:44 +00:00
MHYangAMDandMHYangAMD ab12aab127 [Bugfix] [ROCm] [DSV4] Fix AITER MXFP4 MoE weight loading and shuffle… (#42595)
Co-authored-by: MHYangAMD <MHYangAMD@users.noreply.github.com>
2026-05-29 04:08:33 -07:00
b690b2bb67 [Model]Support Step-3.7-Flash (#43859)
Signed-off-by: luotingdan <luotingdan@stepfun.com>
Signed-off-by: Isotr0py <Isotr0py@outlook.com>
Signed-off-by: Jee Jee Li <jeejeelee@inferact.ai>
Co-authored-by: luotingdan <luotingdan@stepfun.com>
Co-authored-by: Isotr0py <Isotr0py@outlook.com>
Co-authored-by: Yu Huang <yuhuang@nvidia.com>
Co-authored-by: Jee Jee Li <jeejeelee@inferact.ai>
2026-05-28 17:01:48 -07:00
Yongye Zhu 2d2c660104 [MoE] Remove inplace fused experts mechanism (#43727)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-05-27 20:00:19 -07:00
sychen52 fb21d8b4f9 Add NVFP4 MOE support for Deepseek V4. (#42209)
Signed-off-by: Shiyang Chen <shiychen@nvidia.com>
2026-05-22 07:21:51 -07:00
fa2a33b893 [Quant] Consolidate GPTQ: rename gptq_marlin.py to auto_gptq.py (#38288)
Signed-off-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Chengyi Nie <cnie@roblox.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
2026-05-15 08:25:52 +08:00
aoshen02 8c79ad6580 Revert "[Core] Replace routing replay with device cache and async D2H pipeline" (#39917) (#42434)
Signed-off-by: aoshen02 <aoshen@inferact.ai>
2026-05-13 23:49:01 -07:00
bnellnmandRobert Shaw d9b4990783 [MoE Refactor] EPLB refactoring for FusedMoE (#41055)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-05-12 14:16:31 -04:00
4d591db470 [MoE Refactor] Introduce RoutedExperts alias for FusedMoE and don't store SharedExperts in MK (#40735)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-05-12 13:37:44 -04:00
206eaed08d [MoE Refactor] Move expert map related code into ExpertMapManager class (#41046)
Signed-off-by: Bill Nell <bnell@redhat.com>
Signed-off-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
2026-05-12 09:18:27 -04:00
1b57eb41f2 [MoE] Move various experts classes to fused_moe/experts/ (#41979)
Signed-off-by: Jackmin801 <ongjackm@gmail.com>
Signed-off-by: Robert Shaw <robertgshaw2@gmail.com>
Signed-off-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com>
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Jackmin801 <ongjackm@gmail.com>
Co-authored-by: Claude <noreply@anthropic.com>
Co-authored-by: Robert Shaw <robertgshaw2@gmail.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
Co-authored-by: Jackmin801 <56836461+Jackmin801@users.noreply.github.com>
2026-05-11 07:54:33 +08:00
2c6b59b807 [ROCm][Perf] Add Fused Shared Expert (FSE) support for Qwen3-Next (#39280)
Signed-off-by: nholmber <nholmber@users.noreply.github.com>
Signed-off-by: Tres Popp <tres.popp@amd.com>
Signed-off-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: nholmber <nholmber@users.noreply.github.com>
Co-authored-by: Tres <tpopp@users.noreply.github.com>
Co-authored-by: Tres Popp <tres.popp@amd.com>
Co-authored-by: Doug Lehr <douglehr@amd.com>
Co-authored-by: Cursor <cursoragent@cursor.com>
Co-authored-by: Douglas Lehr <91553416+dllehr-amd@users.noreply.github.com>
2026-05-08 15:38:00 -04:00
TomerBN-Nvidia 8189a15914 [Core] Replace routing replay with device cache and async D2H pipeline (#39917)
Signed-off-by: Tomer Barnatan <tbarnatan@nvidia.com>
2026-05-07 11:24:56 -07:00
Chendi.XueandKunshang Ji 685bf811d6 [XPU] enable is_act_and_mul for xpu (#37481)
Signed-off-by: Chendi Xue <chendi.xue@intel.com>
Co-authored-by: Kunshang Ji <kunshang.ji@intel.com>
2026-05-05 01:07:39 +00:00
Jinzhen Lin 08834cc3ce [Quantization] add humming mxfp4 moe backend (#41083)
Signed-off-by: Jinzhen Lin <jinzhen.ljz@antgroup.com>
2026-05-02 18:36:03 -07:00
Xiaoshuang WangCyrus Leungmergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
b55b26520c [MoE] Make MoERunnerInterface a PluggableLayer for OOT support (#35178)
Signed-off-by: wxsIcey <1790571317@qq.com>
Signed-off-by: Icey <1790571317@qq.com>
Co-authored-by: Cyrus Leung <tlleungac@connect.ust.hk>
Co-authored-by: mergify[bot] <37929162+mergify[bot]@users.noreply.github.com>
2026-04-30 03:31:08 -07:00
+7 4d51588e23 [Feat] DeepSeek V4 Rebased (#40860)
Signed-off-by: Yifan Qiao <yifanqiao@inferact.ai>
Signed-off-by: Woosuk Kwon <woosuk@inferact.ai>
Signed-off-by: qizixi <zixi@inferact.ai>
Signed-off-by: Jee Jee Li <pandaleefree@gmail.com>
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <zyy1102000@gmail.com>
Co-authored-by: Yongye Zhu <yongye@inferact.ai>
Co-authored-by: Simon Mo <simon@inferact.ai>
Co-authored-by: Bugen Zhao <i@bugenzhao.com>
Co-authored-by: Giancarlo Delfin <gdelfin@inferact.ai>
Co-authored-by: Jee Jee Li <pandaleefree@gmail.com>
Co-authored-by: Nick Hill <nickhill123@gmail.com>
Co-authored-by: Roger Wang <hey@rogerw.io>
Co-authored-by: Roy Wang <yasong.wang@inferact.ai>
Co-authored-by: Woosuk Kwon <woosuk@inferact.ai>
Co-authored-by: youkaichao <youkaichao@gmail.com>
Co-authored-by: Zhewen Li <jerven.vllm@gmail.com>
Co-authored-by: Zijing Liu <liuzijing2014@gmail.com>
Co-authored-by: khluu <khluu000@gmail.com>
Co-authored-by: qizixi <zixi@inferact.ai>
Co-authored-by: Zhewen Li <zhewenli@inferact.ai>
2026-04-26 18:31:08 -07:00
Jinzhen Lin 9f771b3ab9 [Quantization] add humming quantization kernel (#34556) 2026-04-24 09:29:44 -04:00
Itay Alroy c9d3c6e6af fused_moe: treat NIXL EP as batched experts (#40412)
Signed-off-by: Itay Alroy <ialroy@nvidia.com>
2026-04-24 08:05:31 -05:00
bnellnm 1c2c1eb8b9 [MoE Refactor] Rename FusedMoE.make_expert_params_mapping to fused_moe_make_expert_params_mapping (#40671)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-23 11:22:34 -04:00
bnellnm 809d83c2dc [MoE Refactor] Combine MoERunnerBase + DefaultMoERunner (#40560)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-22 14:43:17 +00:00
bnellnmandRobert Shaw 726efe177b [MoE Refactor] Move the shared/fused expert output sum into MoERunnerBase (#35949)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-20 12:28:46 -04:00
bnellnm 19ec9a0a62 [MoE Refactor] Refactor ZeroExpertFusedMoE into new framework (#35549)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-14 16:11:20 -04:00
Hexiang Wang f02b3269e7 [PluggableLayer][3/N] Apply PluggableLayer to moe-related layers. (#33556)
Signed-off-by: whx-sjtu <2952154980@qq.com>
2026-04-14 09:55:00 -04:00
bnellnmandRobert Shaw e1e318af01 [MoE Refactor] Remove MoE DP chunking (#39107)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-14 09:48:05 -04:00
fxmarty-amd 4eee77b877 [fix][MOE] Fix MOE experts intermediate_size dimension not being narrowed before weight loading (#39688)
Signed-off-by: Felix Marty <Felix.Marty@amd.com>
2026-04-14 09:35:28 +00:00
Yongye Zhu 739e5945dc [Quantization] [Refactor] Create special "GptOssMxfp4MoeMethod" (#39604)
Signed-off-by: Yongye Zhu <zyy1102000@gmail.com>
2026-04-13 12:53:58 -04:00
bnellnmandRobert Shaw 93bada494f [MoE Refactor] Split of DefaultMoERunner class (#35326)
Signed-off-by: Bill Nell <bnell@redhat.com>
Co-authored-by: Robert Shaw <114415538+robertgshaw2-redhat@users.noreply.github.com>
2026-04-06 12:41:59 -04:00
bnellnm 7cf56a59a2 [MoE Refactor] Make SharedExperts class for use with DefaultMoERunner (#35153)
Signed-off-by: Bill Nell <bnell@redhat.com>
2026-04-01 09:44:08 -04:00
SandishKumarHN 3896e021a0 [Bugfix] Fix FusedMoE weight loading with padded hidden dimensions (#37010)
Signed-off-by: SandishKumarHN <sandish@fb.com>
2026-03-31 12:22:26 -04:00
Bowen Bao 0ae89f18fd [Refactor] Move FusedMoE hidden_size roundup to quant_method (#34285)
Signed-off-by: Bowen Bao <bowenbao@amd.com>
2026-03-26 23:38:26 -07:00